ListeningMind Data API · US, South Korea, Japan

Search order, not just search volumeFind the moments that bring people into your categoryTrack how customer questions changed in a yearThree markets, one format, Korea in the most depthSee where your brand stands inside AI answersRising issues, delivered every morning

See what people search before and after any keyword

Get the real order of searches around a keyword: what came before it and what came next. Keyword APIs stop at volume.

Read the technical docs

1 Lima = $0.077. Errors are never billed.

No need to pick a tool

What do you want to know about your customers?

Answered with what people in Korea, Japan and the US actually search for: right away when a stored analysis fits, otherwise after you see the price.

Search pathsThe searches before and after a keyword, now or up to 12 months ago
Buying situationsSearches grouped by shared intent and Category Entry Point
Naver + GoogleSearch volume per engine and combined, with gender and age
1 Lima = $0.077Published unit prices, monthly billing, optional spending cap

For marketers

Start here, no code needed

This page describes the Data API. Marketers can run analyses right away in the apps below with one member sign-in. Every app uses the same ListeningMind search data.

1. Read the market

The moments people think of your category, their tastes, what is rising now, a map of search intent

2. Check and promote your brand

Where the search journey leaks, brand rankings, demand for the next six months, brand names, Naver Smart Store, an ad for each buying situation

3. Get ready for AI search

Make your brand part of AI answers: prompts, pages, a brand wiki, product pages and AI visibility

See all appsSign up (free)

Costs are shown in Lima (1 Lima = $0.077), with an estimate before each run.

Search behavior data · Korea, Japan, US

See what people who are not your customers yet search for, and why they don't buy

From what people in Korea, Japan and the US actually search, we extract buying moments, choice criteria, goals, the reasons they can't buy and the reasons they avoid it, and deliver it as data. These are answers a survey struggles to get.

Agents use the same data over MCP and the API, and people use it right here.

Sample results are free, no key needed. Live data calls need a key and a monthly budget cap.

Connect an agent

{
  "mcpServers": {
    "listeningmind": {
      "url": "https://daas.listeningmind.ai/mcp"
    }
  }
}

Paste this into Claude, ChatGPT or Cursor (Cline: add "type": "streamableHttp"). Free tools work without a key; for paid tools, call request_key and have a person approve the link.

Why ListeningMind

Volume tells you how much. Paths tell you why.

Every keyword API returns volume, CPC and related keywords. ListeningMind returns those too, and adds the order people searched in. That order shows what they compared, what worried them and where they went next.

A typical keyword API

For "robot vacuum"

Monthly search volumevolume
Cost per clickcpc
Ad competitioncompetition
Related keywordskeyword list

You know the keyword is popular. You don't know what people searched next, what they compared, or which needs led them there.

ListeningMind

For "robot vacuum" · Illustrative

Searched before

  • best robot vacuum
  • robot vacuum for pet hair
  • robot vacuum for small apartment
robot vacuum

Searched after

  • roomba vs roborock
  • robot vacuum and mop combo
  • robot vacuum black friday

Buying situations found in those paths

Pet hairHardwood floorsSmall apartmentMop and vacuum in oneHoliday deal

It also returns volume, CPC and competition, so for demand research you don't need a second keyword API.

15 elements we draw from search records

See the full topic: running shoes →
CEP · Buying situationThe trigger, situation, problem or moment that creates the need-
OccasionWhen, where, how often and with what it is used after purchase-
Nano intentThe specific result or task wanted in that situation-
KBF · Choice criteriaCriteria for comparing and choosing (must-have, preferred, situational)-
ConstraintConditions that narrow the choice (budget, time, eligibility, rules, compatibility, channel, skill)-
ThresholdRecurring consumer cut-off values, always with a number and unit-
AvoidanceFears, complaints and risks that cause rejection or drop-off-
RTB · Reason to believeClaim, evidence, source and confidence chain-
HeuristicPractical rules in the form "if this, then do that"-
ConventionRules repeated across brands and documents; may be folk belief, so review it-
ExpectationThe level consumers take for granted; falling short causes complaints-
PitfallConditions that cost you if unknown: counterexamples, exceptions, hidden costs-
Trade-offGaining one thing means losing another-
BenchmarkA measured difference between two options-
StanceConsumption tendencies and buying attitudes observed in that market-

Each example is the highest-volume node per element in the stored 'running shoes' run. More topics in the topic library.

Who uses it

Built for three kinds of teams

AI agent and product teams

Give your agent real demand data

Language models can't tell you what people searched last month or what they searched next. Let your agent call ListeningMind and cite the result.

Your user asks"What do people compare before buying a robot vacuum?"

path_findercluster_finderai_overview
Brands launching in the US

Learn how US shoppers search before you launch

For US food, supplement, beauty and appliance makers, and for brands from the UK, Canada, Australia or Europe planning a US launch. Load category paths and buying situations into your BI tool.

Your team asks"Which needs lead US shoppers to creatine, and what do they search next?"

cluster_finderpath_finderkeyword_info
Companies entering Korea or Japan

Compare a market with the US before you enter

Run the same question with gl=kr or gl=jp. Korea volume includes Naver, the search engine most US tools leave out.

Your team asks"How do Korean shoppers search for sunscreen compared with US shoppers?"

keyword_infocluster_finderpath_finder

Endpoints

One question per endpoint

POST JSON to https://listeningmind-data-api.ascentlab.io with your key in the LM-API-KEY header. Set gl to us, kr or jp, one market per request.

Tools

Call only the tools you need, and pay for the data you get

Every tool has the same name over REST, MCP and WebMCP. Data tools are charged for the data a call really returns, at Data API rates. See the estimate with estimate_cost first; send max_lima and the charge never goes above it.

intent_elements70 Lima per topic · search free · first 2 free

The 15 elements of a stored topic, with evidence. Read right away, no new build.

cluster_finder2 Lima per call + 650 Lima per 1,000 keywords in the clusters

Searches grouped into intent clusters: how consumers frame the category

trend_finderComing soon

Searches whose volume grew fastest within a period

Free, no key · catalog estimate_cost get_sample request_key

Coverage

What you get in each market

DataUnited Statesgl=usSouth Koreagl=krJapangl=jp
Search volume, CPC, competitionGoogleGoogle + Naverreported separately and combinedGoogle
Search paths and buying situationsYesYesYes
Searcher gender and ageNot availableYesNot available
Daily trend indexYesYesYes
Search results pages and AI OverviewsYesYesYes

Naver handles a large share of searches in South Korea, so Google-only data gives an incomplete picture there. ListeningMind reports Naver volume next to Google.

Data sources

Where the data comes from

Your legal and data teams will ask. Here is the short version. The full methodology is available on request.

Search volume and ad metrics

Google search data in all three markets, plus Naver in South Korea. Includes the last 3-month average, 12-month total and month-by-month volume.

Search paths

Buying situations

Groups of searches linked by search paths and related-search relationships, labeled with purchase context and Category Entry Points.

Trend index

Built daily from Google autocomplete and search results since May 26, 2025. Each issue links to its sources.

Google AI Overviews

Stored search result snapshots from the last 12 months. Each item includes the date it was collected.

Personal data

All results are aggregated search data.

Integration

Use it where your team already works

For engineers

REST API

Call the endpoints from your backend, pipelines or product.

  • POST JSON to listeningmind-data-api.ascentlab.io
  • Authenticate with the LM-API-KEY header
For AI tools

MCP server

Add ListeningMind to ChatGPT, Claude, Copilot or Amazon Bedrock. Analysts ask in plain language and the tool picks the endpoint.

  • No code on your side
For data teams

ETL pipelines and custom feeds

Load data into your warehouse on a schedule. Large results arrive as JSON files with a SHA-256 checksum.

  • Scoped in a statement of work (SOW)
  • Custom APIs, connectors and BI dashboards on request

Pricing

One unit, Lima, and you pay for what you use

1 Lima = $0.077 (VAT excluded). Data is measured in credits and paid in Lima: 1,000 credits = 13 Lima = $1. Every response reports the credits that call used. Prices are set in Korean won and shown in US dollars at KRW 1,300 = $1.

How to buy

This site · self-serve

Up to 1,000 Lima a month, right away

1,000 credits = 13 Lima

$1 · no monthly fee, no setup cost

  • Each account uses up to 1,000 Lima a month ($76.92 about 77K credits)
  • 10,000 free credits (130 Lima) every month; a company e-mail account gets 100,000 credits (1,300 Lima) once more
  • The free part refills on the 1st (Korea time), does not carry over, and is used before Lima you buy
  • The expected Lima is shown before a call, and a call never goes over its cap
  • Apps, REST, MCP and skills at the same unit price
DaaS Subscription

Above 1,000 Lima a month

$1,923 a month

500K credits included each month · no setup cost

  • Credits beyond the included amount are billed the next month at $1 per 1,000
  • The unit price goes down as use grows (agreed by monthly volume)
  • Discount for an annual commitment
  • One API key · public skill kit · setup guide
DaaS Setup + pay per use

For long, heavy use

Quote after a talk

Priced to your scope · then $1 per 1,000 credits, no monthly fee

  • 6M credits for integration and development data (worth $6,000)
  • API key and usage cap alerts, analysis catalog, one agent integration, a first hands-on analysis
  • Industry dictionary (Vertical Skill) and brand dictionary (Brand Skill) can be added
  • Unit price discount with a monthly commitment

If this looks pricier than the listeningmind.com MCP

listeningmind.com subscription · MCP2 Lima per call, flat

For subscribers who look at data while chatting in Claude or ChatGPT. Lima comes with the plan (from $600 a month, listeningmind.com price), and each call returns a limited result.

This site · DaaSFor the data you receive

Take the data whole for automation, in-house agents and your own services. No subscription; you pay for the keywords you receive. A report is usually 10 to 100 Lima, about the price of one agent run.

Billing terms

Billing
Usage is totalled each month and billed the next month. A tax invoice is issued.
Failures are free
Error responses (4xx, 5xx) are not billed. An empty result costs only the input part.
Caps and alerts
With a monthly cap you are told at 70%, 90% and 100%, and calls stop at 100%.
Credit expiry
Included and committed credits expire at the end of the month. Setup support credits reset when your service launches.
Price protection
When a unit price goes down, the lower price applies from that day's use, committed customers included.
Separate quotes
Loading pipelines, knowledge graph builds and internal system integration are scoped and quoted separately (SOW).

Every endpoint price and formula →

Buying from us

What procurement will want to know

Contracting entityAscent AI Corp.
BillingMonthly in arrears.
Security reviewWe complete your security questionnaire.
Data processingDPA available on request.
Usage rightsInternal use on every plan.
SupportOnboarding at setup. SLA monitoring and technical advice under monthly maintenance.

FAQ

Questions from engineering and data teams

How is this different from DataForSEO or Semrush APIs?

Those APIs are built around single keywords: volume, CPC and rankings. ListeningMind returns those metrics and adds search paths, the searches people make before and after a keyword, and groups them into buying situations. It also covers Naver in South Korea.

How much will we spend?

Each Data API endpoint has a set price in Lima (1 Lima = $0.077). One keyword with 300 path keywords costs 157 Lima ($12.08: 1 Lima per call + 300 × 520 Lima per 1,000). Metrics for 1,000 keywords cost 130 Lima ($10: 1,000 × 13 Lima per 100). Set a monthly cap and calls stop at your budget; heavy use gets a lower unit price.

Are failed calls billed?

No. 4xx and 5xx responses are not billed. If a call succeeds but returns no results, only the per-call price is charged.

How fresh is the data?

Keyword metrics include the last 3-month average, the 12-month total and monthly volume. Search paths and buying situations are available for the current period and for 3, 6, 9 and 12 months ago. The trend index is updated daily.

Do you have demographic data?

Searcher gender and age are available for South Korea. US and Japan results do not include demographics.

Can we use the data in our own product?

Yes, with the right agreement. Internal analysis is allowed on every plan.

We only need dashboards, not an API.

Use the ListeningMind web app. Plans include a 7-day free trial and the same search path and buying situation data in the browser.

Run your first search path query

We suggest the endpoints you need, estimate your monthly Lima, and prepare a test with your own keywords.

Read the technical docs